Subsequently, a study by Huang et al. [53] showed that the presence of polymorphisms of genes LINGO2 and GLIS3 leads to an increased risk of developing GDM in women exposed to PM2.5 and O3. This evidence concerns the gene GLIS3 and gestational diabetes.